Association between CT-texture-derived tumor heterogeneity, outcomes, and BRCA mutation status in patients with high-grade serous ovarian cancer

Abdom Radiol (NY). 2019 Jun;44(6):2040-2047. doi: 10.1007/s00261-018-1840-5.

Abstract

Purpose: To assess the associations between inter-site texture heterogeneity parameters derived from computed tomography (CT), survival, and BRCA mutation status in women with high-grade serous ovarian cancer (HGSOC).

Materials and methods: Retrospective study of 88 HGSOC patients undergoing CT and BRCA mutation status testing prior to primary cytoreductive surgery. Associations between texture metrics-namely inter-site cluster variance (SCV), inter-site cluster prominence (SCP), inter-site cluster entropy (SE)-and overall survival (OS), progression-free survival (PFS) as well as BRCA mutation status were assessed.

Results: Higher inter-site cluster variance (SCV) was associated with lower PFS (p = 0.006) and OS (p = 0.003). Higher inter-site cluster prominence (SCP) was associated with lower PFS (p = 0.02) and higher inter-site cluster entropy (SE) correlated with lower OS (p = 0.01). Higher values of all three metrics were significantly associated with lower complete surgical resection status in BRCA-negative patients (SE p = 0.039, SCV p = 0.006, SCP p = 0.02), but not in BRCA-positive patients (SE p = 0.7, SCV p = 0.91, SCP p = 0.67). None of the metrics were able to distinguish between BRCA mutation carrier and non-mutation carrier.

Conclusion: The assessment of tumoral heterogeneity in the era of personalized medicine is important, as increased heterogeneity has been associated with distinct genomic abnormalities and worse patient outcomes. A radiomics approach using standard-of-care CT scans might have a clinical impact by offering a non-invasive tool to predict outcome and therefore improving treatment effectiveness. However, it was not able to assess BRCA mutation status in women with HGSOC.

Keywords: BRCA mutation status; High-grade serous ovarian cancer; Radiomics; Texture analysis; Tumor heterogeneity.

Publication types

  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adult
  • Aged
  • Aged, 80 and over
  • Cystadenocarcinoma, Serous / diagnostic imaging*
  • Cystadenocarcinoma, Serous / genetics
  • Cystadenocarcinoma, Serous / pathology
  • Female
  • Humans
  • Middle Aged
  • Mutation
  • Neoplasm Grading
  • Ovarian Neoplasms / diagnostic imaging*
  • Ovarian Neoplasms / genetics
  • Ovarian Neoplasms / pathology
  • Radiographic Image Interpretation, Computer-Assisted
  • Retrospective Studies
  • Tomography, X-Ray Computed / methods*
  • Ubiquitin-Protein Ligases

Substances

  • BRAP protein, human
  • Ubiquitin-Protein Ligases